activity
20142026
most citedA Method for Computing Inverse Parametric PDE Problems with Random-Weight Neural Networks

28 citations · 154 across the 37 of their papers we have counts for

collaborators

37 papers

math.AP2026

The Calderón problem for near-Euclidean metrics

Gunther Uhlmann, Yiran Wang

In this article, we consider the anisotropic Calderón problem of determining the potential from boundary measurements of the time-independent Schrödinger equation on compact Rieman…

math.AP2026

The partial data Calderón problem in dimension three

Gunther Uhlmann, Yiran Wang

We consider an inverse boundary value problem for the time-independent Schrödinger equation in dimension three. We prove that the local Dirichlet-to-Neumann map defined near a boun…

math.NA2023

A clever neural network in solving inverse problems of Schrödinger equation

Yiran Wang

In this work, we solve inverse problems of nonlinear Schrödinger equations that can be formulated as a learning process of a special convolutional neural network. Instead of attemp…

math.NA2023

Gauss Newton method for solving variational problems of PDEs with neural network discretizaitons

Wenrui Hao, Qingguo Hong, Xianlin Jin

The numerical solution of differential equations using machine learning-based approaches has gained significant popularity. Neural network-based discretization has emerged as a pow…

math.AP2023

Inverse source problem for the Boltzmann equation in cosmology

Yiran Wang

We study the inverse problem of recovering primordial perturbations from anisotropies of Cosmic Microwave Background (CMB) using the kinetic model. Mathematically, the problem in c…

math.NA2022★ 28 cited

A Method for Computing Inverse Parametric PDE Problems with Random-Weight Neural Networks

Suchuan Dong, Yiran Wang

We present a method for computing the inverse parameters and the solution field to inverse parametric PDEs based on randomized neural networks. This extends the local extreme learn…

math.AP2022

Recovery of black hole mass from a single quasinormal mode

Gunther Uhlmann, Yiran Wang

We study the determination of the mass of a de Sitter-Schwarzschild black hole from one quasinormal mode. We prove a local uniqueness result with a Hölder type stability estimate.

math.NA2022

A conservative multiscale method for stochastic highly heterogeneous flow

Yiran Wang, Eric Chung, Shubin Fu

In this paper, we propose a local model reduction approach for subsurface flow problems in stochastic and highly heterogeneous media. To guarantee the mass conservation, we conside…

math.NA2021★ 8 cited

A deep learning based reduced order modeling for stochastic underground flow problems

Yiran Wang, Eric Chung, Shubin Fu

In this paper, we propose a deep learning based reduced order modeling method for stochastic underground flow problems in highly heterogeneous media. We aim to utilize supervised l…

math.SP2021★ 1 cited

Existence of resonances for Schrodinger operators on hyperbolic space

David Borthwick, Yiran Wang

We prove existence results and lower bounds for the resonances of Schrödinger operators associated to smooth, compactly support potentials on hyperbolic space. The results are deri…

math.AP2021★ 4 cited

Some integral geometry problems for wave equations

Yiran Wang

We consider the Cauchy problem and the source problem for normally hyperbolic operators on the Minkowski spacetime, and study the determination of solutions from their integrals al…

math.NA2021

Inverse Problem of Nonlinear Schrödinger Equation as Learning of Convolutional Neural Network

Yiran Wang, Zhen Li

In this work, we use an explainable convolutional neural network (NLS-Net) to solve an inverse problem of the nonlinear Schrödinger equation, which is widely used in fiber-optic co…

math.NA2021★ 9 cited

A local-global generalized multiscale finite element method for highly heterogeneous stochastic groundwater flow problems

Yiran Wang, Eric Chung, Shubin Fu

In this paper, we propose a local-global multiscale method for highly heterogeneous stochastic groundwater flow problems under the framework of reduced basis method and the general…

math.AP2021★ 1 cited

Microlocal analysis of the light ray transform on globally hyperbolic Lorentzian manifolds

Yiran Wang

For the light ray transform on globally hyperbolic Lorentzian manifolds of dimension acting on compactly supported distributions, we show that the Schwartz kernel of t…

math.AP2021

The anisotropic Calderón problem for high fixed frequency

Gunther Uhlmann, Yiran Wang

We consider Schrödinger operators at a fixed high frequency on simply connected compact Riemannian manifolds with non-positive sectional curvatures and smooth strictly convex bound…

math.NA2020★ 2 cited

Constraint energy minimization generalized multiscale finite element method in mixed formulation for parabolic equations

Yiran Wang, Eric Chung, Lina Zhao

In this paper, we develop the constraint energy minimization generalized multiscale finite element method (CEM-GMsFEM) in mixed formulation applied to parabolic equations with hete…

math.NA2020★ 11 cited

A comparison of mixed multiscale finite element methods for multiphase transport in highly heterogeneous media

Yiran Wang, Eric Chung, Shubin Fu

In this paper, we systemically review and compare two mixed multiscale finite element methods (MMsFEM) for multiphase transport in highly heterogeneous media. In particular, we wil…

math.NA2020

Adaptive multiscale model reduction for nonlinear parabolic equations using GMsFEM

Yiran Wang, Eric Chung, Shubin Fu

In this paper, we propose a coupled Discrete Empirical Interpolation Method (DEIM) and Generalized Multiscale Finite element method (GMsFEM) to solve nonlinear parabolic equations…

math.NA2020

Online conservative generalized multiscale finite element method for flow models

Yiran Wang, Eric Chung, Shubin Fu +1

In this paper, we consider an online enrichment procedure using the Generalized Multiscale Finite Element Method (GMsFEM) in the context of a two-phase flow model in heterogeneous…

math.AP2020★ 21 cited

Inverse Scattering for Critical Semilinear Wave Equations

Antônio Sá Barreto, Gunther Uhlmann, Yiran Wang

We show that the scattering operator for defocusing energy critical semilinear wave equations \square u+f(u)=0, with f C-infinity and f ~ u^5, in three space dimensions, determines…

math.AP2019

Sharp resolvent estimates on non-positively curved asymptotically hyperbolic manifolds

Yiran Wang

We study the high energy estimate for the resolvent of the Laplacian on non-trapping asymptotically hyperbolic manifolds (AHM). In the literature, polynomial bound of the fo…

math.AP2019★ 1 cited

On the light ray transform of wave equation solutions

András Vasy, Yiran Wang

We study the light ray transform on Minkowski space-time and its small metric perturbations acting on scalar functions which are solutions to wave equations. We show that the light…

math.AP2018★ 1 cited

Convolutional neural networks in phase space and inverse problems

Gunther Uhlmann, Yiran Wang

We study inverse problems consisting on determining medium properties using the responses to probing waves from the machine learning point of view. Based on the understanding of pr…

math.AP2018★ 7 cited

Singularities generated by the triple interaction of semilinear conormal waves

Antônio Sá Barreto, Yiran Wang

We study the local propagation of conormal singularities for solutions of semilinear wave equations , where is a polynomial of degree in $…